Moment Retrieval on QVHighlights v1 (test) benchmark leaderboard · SOTA2 Research

Moment Retrieval on QVHighlights v1 (test)

76.59R1@0.5LLaVA-MR

Evaluation Results

Method	Links
LLaVA-MR2026.01		76.59	61.48	69.41	54.4	52.73
SMORE2026.01		76.39	62.84	70.4	55.9	54.72
Chrono2026.01		74.77	60.51	68.12	53.38	51.37
SG-DETR2026.01		72.2	56.6	73.2	55.8	54.1
InterVideo2-6B2026.01		71.42	56.45	—	—	49.24
LLM-EPET2024.07		66.73	49.94	65.76	43.91	44.05
CG-DETR2024.07		65.43	48.38	64.51	42.77	42.86
QD-DETR2024.07		62.4	44.98	62.52	39.88	39.86
QD-DETR2026.01		62.4	44.98	62.52	39.88	39.86
UniVTG2024.07		58.86	40.86	57.6	35.59	35.47
UniVTG2026.01		58.86	40.86	57.6	35.59	35.47
UMT2024.07		56.23	41.18	53.83	37.01	36.12
SeViLa2026.01		54.5	36.5	—	—	32.3
Moment-DETR2024.07		52.89	33.02	54.82	29.4	30.73
XML+2024.07		46.69	33.46	47.89	34.67	34.9
XML2024.07		41.83	30.35	44.63	31.73	32.14
CAL2024.07		25.49	11.54	23.4	7.65	9.89
CLIP2024.07		16.88	5.19	18.11	7	7.67
MCN2024.07		11.41	2.72	24.94	8.22	10.67